{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9b3d4214-9975-46e9-b937-9025a02173be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Google': 6, 'Runoob': 6, 'Taobao': 6}\n"
     ]
    }
   ],
   "source": [
    "listdemo = ['Google','Runoob', 'Taobao']\n",
    "# 将列表中各字符串值为键，各字符串的长度为值，组成键值对\n",
    "newdict = {key:len(key) for key in listdemo}\n",
    "print(newdict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c8876cdc-b849-47c5-ac93-ef2ded03f1e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "4\n",
      "3\n",
      "2\n",
      "1\n"
     ]
    }
   ],
   "source": [
    "def countdown(n):\n",
    "    while n > 0:\n",
    "        yield n\n",
    "        n -= 1\n",
    " \n",
    "# 创建生成器对象\n",
    "generator = countdown(5)\n",
    " \n",
    "# 通过迭代生成器获取值\n",
    "print(next(generator))  # 输出: 5\n",
    "print(next(generator))  # 输出: 4\n",
    "print(next(generator))  # 输出: 3\n",
    " \n",
    "# 使用 for 循环迭代生成器\n",
    "for value in generator:\n",
    "    print(value)  # 输出: 2 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5fc78696-5391-439a-a130-202522753688",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "140718402447800\n",
      "140718402447800\n",
      "140718402448088\n",
      "140718402447800\n"
     ]
    }
   ],
   "source": [
    "def change(a):\n",
    "    print(id(a))   # 指向的是同一个对象\n",
    "    a=10\n",
    "    print(id(a))   # 一个新对象\n",
    " \n",
    "a=1\n",
    "print(id(a))\n",
    "change(a)\n",
    "print(id(a))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bc5eac1a-02b3-4a91-ad23-f43d2a3b3827",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1.7 0.1 1.8 0.8]\n",
      " [0.5 0.9 1.4 0.3]\n",
      " [1.  0.5 1.5 0.5]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "# 用户偏好矩阵（3用户 × 3维度）\n",
    "U = np.array([\n",
    "    [0.9, 0.1, 0.8],\n",
    "    [0.2, 0.9, 0.3],\n",
    "    [0.5, 0.5, 0.5]\n",
    "])\n",
    "\n",
    "# 电影特征矩阵（4电影 × 3维度）\n",
    "M = np.array([\n",
    "    [1, 0, 1],\n",
    "    [0, 1, 0],\n",
    "    [1, 1, 1],\n",
    "    [0, 0, 1]\n",
    "])\n",
    "\n",
    "# 点积：用户 × 电影.T = 每个用户对每个电影的打分\n",
    "# scores = np.dot(U, M.T)\n",
    "scores = U @ M.T\n",
    "\n",
    "print(scores)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fe5b11f3-2396-490e-b31d-d1f4b6bba9ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.5\n",
      "6\n",
      "[1 2 3]\n"
     ]
    }
   ],
   "source": [
    "a = np.array([[1, 2, 3], [4, 5, 6]])\n",
    "\n",
    "print(np.mean(a))     # 平均值\n",
    "print(np.max(a))      # 最大值\n",
    "print(np.min(a, axis=0))  # 每列最小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "91601b9f-9027-48b3-a4bb-0a00f9270ee1",
   "metadata": {},
   "outputs": [],
   "source": [
    "a = np.array([1, 2, 3])  # 一维数组\n",
    "b = np.array([[1, 2, 3], [4, 5, 6]])  # 二维数组\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e1d09d35-2702-49da-a5b5-d61cada2ac74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1., 0., 0.],\n",
       "       [0., 1., 0.],\n",
       "       [0., 0., 1.]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.eye(3)             # 单位矩阵\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "31dbeff4-f456-4da1-a499-79a6e4874842",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6\n",
      "2.0\n",
      "3\n",
      "1\n",
      "0.816496580927726\n"
     ]
    }
   ],
   "source": [
    "a = np.array([[1, 2, 3]])\n",
    "\n",
    "print(np.std(a))         # 标准差\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "d9802f5f-e6fd-44b7-8166-5860b40dba85",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "矩阵乘积：\n",
      " [[19 22]\n",
      " [43 50]]\n",
      "转置矩阵：\n",
      " [[1 3]\n",
      " [2 4]]\n",
      "逆矩阵：\n",
      " [[-2.   1. ]\n",
      " [ 1.5 -0.5]]\n",
      "行列式： -2.0000000000000004\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "A = np.array([[1, 2], [3, 4]])\n",
    "B = np.array([[5, 6], [7, 8]])\n",
    "\n",
    "# 矩阵乘法\n",
    "C = np.dot(A, B)\n",
    "print(\"矩阵乘积：\\n\", C)\n",
    "\n",
    "# 转置\n",
    "print(\"转置矩阵：\\n\", A.T)\n",
    "\n",
    "# 逆矩阵\n",
    "inv_A = np.linalg.inv(A)\n",
    "print(\"逆矩阵：\\n\", inv_A)\n",
    "\n",
    "# 行列式\n",
    "det_A = np.linalg.det(A)\n",
    "print(\"行列式：\", det_A)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e966c931-0960-4afb-bc49-5fcdfbefa67c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     姓名  数学  英语  语文        平均分\n",
      "4   同学5  83  79  93  85.000000\n",
      "0   同学1  91  74  88  84.333333\n",
      "9  同学10  76  77  95  82.666667\n",
      "3   同学4  98  62  87  82.333333\n",
      "5   同学6  98  70  79  82.333333\n",
      "6   同学7  66  80  88  78.000000\n",
      "8   同学9  61  74  94  76.333333\n",
      "1   同学2  65  80  78  74.333333\n",
      "7   同学8  79  70  65  71.333333\n",
      "2   同学3  66  64  72  67.333333\n"
     ]
    }
   ],
   "source": [
    "#1. 模拟数据（线性关系）\n",
    "# 创建训练数据：y = 4 + 3x + 噪声\n",
    "np.random.seed(42)\n",
    "m = 100\n",
    "X = 2 * np.random.rand(m, 1)\n",
    "y = 4 + 3 * X[:, 0] + np.random.randn(m)\n",
    "\n",
    "# 添加截距项（常数项）\n",
    "X = np.c_[np.ones((m, 1)), X]  # shape (100, 2)\n",
    "theta_init = np.zeros(X.shape[1])  # 初始参数 [0, 0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "979f8e43-0c27-42cb-b320-7ef34eff8bb9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tinydict = {'Name': 'Runoob', 'Age': 7, 'Class': 'First'}\n",
    "tinydict.get('xxx') == None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "d7b21b7c-1e3d-4a40-a58a-1523ef88551b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rc(\"font\", family='Microsoft YaHei')\n",
    "\n",
    "x = np.linspace(-3, 3, 100)\n",
    "y = np.linspace(-3, 3, 100)\n",
    "X, Y = np.meshgrid(x, y)\n",
    "Z = X**2 + Y**2\n",
    "\n",
    "plt.contour(X, Y, Z, levels=20)\n",
    "plt.colorbar()\n",
    "plt.title(\"等高线图：Z = X² + Y²\")\n",
    "plt.xlabel(\"x\")\n",
    "plt.ylabel(\"y\")\n",
    "plt.axis('equal')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b5439368-8ba1-46ae-93e6-f2658bc55dee",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\DELL\\anaconda3\\Lib\\site-packages\\sklearn\\linear_model\\_logistic.py:1256: FutureWarning: 'multi_class' was deprecated in version 1.5 and will be removed in 1.7. Use OneVsRestClassifier(LogisticRegression(..)) instead. Leave it to its default value to avoid this warning.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "# 加载 iris 数据（3类，共150样本）\n",
    "iris = load_iris()\n",
    "X = iris.data[:, :2]      # 只取前两个特征\n",
    "y = iris.target           # y ∈ {0,1,2}\n",
    "\n",
    "# 特征缩放\n",
    "scaler = StandardScaler()\n",
    "X = scaler.fit_transform(X)\n",
    "\n",
    "# 拟合多类逻辑回归模型（默认 One-vs-Rest）\n",
    "clf = LogisticRegression(multi_class='ovr')\n",
    "clf.fit(X, y)\n",
    "\n",
    "# 画散点图\n",
    "plt.figure(figsize=(8, 6))\n",
    "colors = ['red', 'blue', 'green']\n",
    "labels = iris.target_names\n",
    "\n",
    "for i in range(3):\n",
    "    plt.scatter(X[y == i][:, 0], X[y == i][:, 1],\n",
    "                label=labels[i], color=colors[i])\n",
    "\n",
    "# 决策边界绘制\n",
    "x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n",
    "y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n",
    "xx, yy = np.meshgrid(np.linspace(x_min, x_max, 500),\n",
    "                     np.linspace(y_min, y_max, 500))\n",
    "\n",
    "Z = clf.predict(np.c_[xx.ravel(), yy.ravel()])\n",
    "Z = Z.reshape(xx.shape)\n",
    "\n",
    "plt.contourf(xx, yy, Z, alpha=0.2, cmap=plt.cm.coolwarm)\n",
    "plt.contour(xx, yy, Z, levels=[0, 1, 2], colors='k', linewidths=1)\n",
    "\n",
    "plt.xlabel('Sepal length')\n",
    "plt.ylabel('Sepal width')\n",
    "plt.title('Multiclass Logistic Regression (One-vs-Rest)')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20e17d22-4e7c-44b2-a1d1-10e26db30428",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
